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    Protecting the ‘Privacy’ in Privacy-Enhancing Technologies: Lessons from Apple’s NeuralHash Detection Proposal and Google’s Privacy Sandbox (Joint Research Report, 2026)


    Murphy, Maria Helen and Shrishak, Kris (2026) Protecting the ‘Privacy’ in Privacy-Enhancing Technologies: Lessons from Apple’s NeuralHash Detection Proposal and Google’s Privacy Sandbox (Joint Research Report, 2026). Discussion Paper. UNSPECIFIED.

    [thumbnail of A report produced from a collaboration between Maria Helen Murphy (Maynooth University School of Law) and Kris Shrishak (Irish Council for Civil Liberties)]
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    Abstract

    Privacy-Enhancing Technologies (PETs) are often presented as tools that enable the free flow of data while protecting personal information. In practice, however, PETs often fall short on their promise of safeguarding privacy without limiting data use. When privacy is reduced to a narrow conception of confidentiality, the tools marketed to enhance privacy risk undermining protection and entrenching existing concentrations of power. Drawing on two high-profile attempts at real-world deployment that were ultimately discontinued, this report shows how current approaches to PETs can obscure important risks, and that PETs must be understood as one component of a wider, rights-based governance framework rather than a technical fix for privacy problems. Crucially, broad engagement with diverse interdisciplinary stakeholders is an essential part of the process. In a time of legislative flux, where ‘simplification’ in pursuit of innovation is prominent in policy discussions, the limitations of PETs as a catch-all ‘solution’ must be accurately understood. This is especially the case as ongoing debates on the very ‘notion of personal data’, as reflected in the EU Digital Omnibus proposals, have the potential to further emphasise technical protections based on concepts of identifiability at the expense of full consideration of privacy harms.
    Item Type: Monograph (Discussion Paper)
    Additional Information: A report produced from a collaboration between Maria Helen Murphy (Maynooth University School of Law) and Kris Shrishak (Irish Council for Civil Liberties)
    Keywords: Privacy Enhancing Technologies; Digital Omnibus; Data Protection; Right to Respect for Private Life; Right to Protection of Personal Data;
    Academic Unit: Faculty of Social Sciences > Law
    Item ID: 21289
    Depositing User: Maria Murphy
    Date Deposited: 09 Mar 2026 16:30
    Use Licence: This item is available under a Creative Commons Attribution Non Commercial Share Alike Licence (CC BY-NC-SA). Details of this licence are available here

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